Pandas Profiling Report

Dataset statistics

Number of variables	51
Number of observations	388
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	102
Duplicate rows (%)	26.3%
Total size in memory	154.7 KiB
Average record size in memory	408.3 B

Variable types

CAT	48
NUM	2
BOOL	1

Warnings

Dataset has 102 (26.3%) duplicate rows

Duplicates

Reproduction

Analysis started	2021-03-27 03:56:43.040306
Analysis finished	2021-03-27 03:57:53.616151
Duration	1 minute and 10.58 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Age
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.62886598
Minimum	18
Maximum	33
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	23
median	24
Q3	26
95-th percentile	31
Maximum	33
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.975592661
Coefficient of variation (CV)	0.1208172826
Kurtosis	0.25601405
Mean	24.62886598
Median Absolute Deviation (MAD)	2
Skewness	0.8098768724
Sum	9556
Variance	8.854151682
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
23	73	18.8%
22	57	14.7%
25	52	13.4%
24	50	12.9%
26	35	9.0%
21	23	5.9%
27	21	5.4%
32	16	4.1%
28	15	3.9%
29	14	3.6%
Other values (6)	32	8.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1	0.3%
19	4	1.0%
20	9	2.3%
21	23	5.9%
22	57	14.7%

Value	Count	Frequency (%)
33	1	0.3%
32	16	4.1%
31	8	2.1%
30	9	2.3%
29	14	3.6%

Gender
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Male	222
Female	166

Frequencies
Length

Value	Count	Frequency (%)
Male	222	57.2%
Female	166	42.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.855670103
Min length	4

Marital Status
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Single	268
Married	108
Prefer not to say	12

Frequencies
Length

Value	Count	Frequency (%)
Single	268	69.1%
Married	108	27.8%
Prefer not to say	12	3.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	6
Mean length	6.618556701
Min length	6

Occupation
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Student	207
Employee	118
Self Employeed	54
House wife	9

Frequencies
Length

Value	Count	Frequency (%)
Student	207	53.4%
Employee	118	30.4%
Self Employeed	54	13.9%
House wife	9	2.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	7
Mean length	8.347938144
Min length	7

Monthly Income
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

No Income	187
25001 to 50000	69
More than 50000	62
10001 to 25000	45
Below Rs.10000	25

Frequencies
Length

Value	Count	Frequency (%)
No Income	187	48.2%
25001 to 50000	69	17.8%
More than 50000	62	16.0%
10001 to 25000	45	11.6%
Below Rs.10000	25	6.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	14
Mean length	11.75
Min length	9

Educational Qualifications
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Graduate	177
Post Graduate	174
Ph.D	23
School	12
Uneducated	2

Frequencies
Length

Value	Count	Frequency (%)
Graduate	177	45.6%
Post Graduate	174	44.8%
Ph.D	23	5.9%
School	12	3.1%
Uneducated	2	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	8
Mean length	9.953608247
Min length	4

Family size
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.280927835
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.35102494
Coefficient of variation (CV)	0.4117813642
Kurtosis	-0.6634980527
Mean	3.280927835
Median Absolute Deviation (MAD)	1
Skewness	0.4013763516
Sum	1273
Variance	1.825268388
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	117	30.2%
2	101	26.0%
4	63	16.2%
5	54	13.9%
6	29	7.5%
1	24	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	24	6.2%
2	101	26.0%
3	117	30.2%
4	63	16.2%
5	54	13.9%

Value	Count	Frequency (%)
6	29	7.5%
5	54	13.9%
4	63	16.2%
3	117	30.2%
2	101	26.0%

Medium (P1)
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Food delivery apps	358
Walk-in	22
Direct call	5
Web browser	3

Frequencies
Length

Value	Count	Frequency (%)
Food delivery apps	358	92.3%
Walk-in	22	5.7%
Direct call	5	1.3%
Web browser	3	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	18
Mean length	17.23195876
Min length	7

Medium (P2)
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Direct call	208
Walk-in	104
Web browser	76

Frequencies
Length

Value	Count	Frequency (%)
Direct call	208	53.6%
Walk-in	104	26.8%
Web browser	76	19.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	12
Mean length	10.92783505
Min length	8

Meal(P1)
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Snacks	124
Lunch	120
Dinner	91
Breakfast	53

Frequencies
Length

Value	Count	Frequency (%)
Snacks	124	32.0%
Lunch	120	30.9%
Dinner	91	23.5%
Breakfast	53	13.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	6
Mean length	6.100515464
Min length	5

Meal(P2)
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Dinner	312
Snacks	48
Lunch	28

Frequencies
Length

Value	Count	Frequency (%)
Dinner	312	80.4%
Snacks	48	12.4%
Lunch	28	7.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.927835052
Min length	6

Perference(P1)
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Non Veg foods (Lunch / Dinner)	315
Veg foods (Breakfast / Lunch / Dinner)	69
Sweets	3
Bakery items (snacks)	1

Frequencies
Length

Value	Count	Frequency (%)
Non Veg foods (Lunch / Dinner)	315	81.2%
Veg foods (Breakfast / Lunch / Dinner)	69	17.8%
Sweets	3	0.8%
Bakery items (snacks)	1	0.3%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	38
Median length	30
Mean length	31.21391753
Min length	6

Perference(P2)
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Veg foods (Breakfast / Lunch / Dinner)	294
Sweets	46
Ice cream / Cool drinks	35
Bakery items (snacks)	13

Frequencies
Length

Value	Count	Frequency (%)
Veg foods (Breakfast / Lunch / Dinner)	294	75.8%
Sweets	46	11.9%
Ice cream / Cool drinks	35	9.0%
Bakery items (snacks)	13	3.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	39
Median length	39
Mean length	33.28350515
Min length	7

Ease and convenient
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	235
Strongly agree	67
Disagree	58
Neutral	20
Strongly disagree	8

Frequencies
Length

Value	Count	Frequency (%)
Agree	235	60.6%
Strongly agree	67	17.3%
Disagree	58	14.9%
Neutral	20	5.2%
Strongly disagree	8	2.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	5
Mean length	7.353092784
Min length	5

Time saving
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	143
Strongly agree	115
Disagree	66
Neutral	55
Strongly disagree	9

Frequencies
Length

Value	Count	Frequency (%)
Agree	143	36.9%
Strongly agree	115	29.6%
Disagree	66	17.0%
Neutral	55	14.2%
Strongly disagree	9	2.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.739690722
Min length	5

More restaurant choices
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	169
Strongly agree	104
Neutral	55
Disagree	45
Strongly disagree	15

Frequencies
Length

Value	Count	Frequency (%)
Agree	169	43.6%
Strongly agree	104	26.8%
Neutral	55	14.2%
Disagree	45	11.6%
Strongly disagree	15	3.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.507731959
Min length	5

Easy Payment option
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	143
Strongly agree	93
Neutral	76
Disagree	52
Strongly disagree	24

Frequencies
Length

Value	Count	Frequency (%)
Agree	143	36.9%
Strongly agree	93	24.0%
Neutral	76	19.6%
Disagree	52	13.4%
Strongly disagree	24	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.693298969
Min length	5

More Offers and Discount
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	132
Strongly agree	94
Neutral	76
Disagree	63
Strongly disagree	23

Frequencies
Length

Value	Count	Frequency (%)
Agree	132	34.0%
Strongly agree	94	24.2%
Neutral	76	19.6%
Disagree	63	16.2%
Strongly disagree	23	5.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.770618557
Min length	5

Good Food quality
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	141
Neutral	112
Strongly agree	68
Disagree	49
Strongly disagree	18

Frequencies
Length

Value	Count	Frequency (%)
Agree	141	36.3%
Neutral	112	28.9%
Strongly agree	68	17.5%
Disagree	49	12.6%
Strongly disagree	18	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.090206186
Min length	5

Good Tracking system
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	161
Strongly agree	111
Neutral	68
Disagree	27
Strongly disagree	21

Frequencies
Length

Value	Count	Frequency (%)
Agree	161	41.5%
Strongly agree	111	28.6%
Neutral	68	17.5%
Disagree	27	7.0%
Strongly disagree	21	5.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.783505155
Min length	5

Self Cooking
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	166
Disagree	140
Neutral	48
Strongly agree	19
Strongly disagree	15

Frequencies
Length

Value	Count	Frequency (%)
Agree	166	42.8%
Disagree	140	36.1%
Neutral	48	12.4%
Strongly agree	19	4.9%
Strongly disagree	15	3.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.234536082
Min length	5

Health Concern
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	121
Disagree	119
Neutral	68
Strongly agree	67
Strongly disagree	13

Frequencies
Length

Value	Count	Frequency (%)
Agree	121	31.2%
Disagree	119	30.7%
Neutral	68	17.5%
Strongly agree	67	17.3%
Strongly disagree	13	3.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	8.226804124
Min length	5

Late Delivery
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	163
Neutral	87
Disagree	74
Strongly disagree	33
Strongly agree	31

Frequencies
Length

Value	Count	Frequency (%)
Agree	163	42.0%
Neutral	87	22.4%
Disagree	74	19.1%
Strongly disagree	33	8.5%
Strongly agree	31	8.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.760309278
Min length	5

Poor Hygiene
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	112
Agree	110
Neutral	88
Strongly agree	52
Strongly disagree	26

Frequencies
Length

Value	Count	Frequency (%)
Disagree	112	28.9%
Agree	110	28.4%
Neutral	88	22.7%
Strongly agree	52	13.4%
Strongly disagree	26	6.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.329896907
Min length	5

Bad past experience
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	143
Agree	99
Neutral	85
Strongly agree	31
Strongly disagree	30

Frequencies
Length

Value	Count	Frequency (%)
Disagree	143	36.9%
Agree	99	25.5%
Neutral	85	21.9%
Strongly agree	31	8.0%
Strongly disagree	30	7.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	8.190721649
Min length	5

Unavailability
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	126
Agree	95
Neutral	73
Strongly disagree	63
Strongly agree	31

Frequencies
Length

Value	Count	Frequency (%)
Disagree	126	32.5%
Agree	95	24.5%
Neutral	73	18.8%
Strongly disagree	63	16.2%
Strongly agree	31	8.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	9.018041237
Min length	5

Unaffordable
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	153
Strongly disagree	82
Agree	63
Neutral	62
Strongly agree	28

Frequencies
Length

Value	Count	Frequency (%)
Disagree	153	39.4%
Strongly disagree	82	21.1%
Agree	63	16.2%
Neutral	62	16.0%
Strongly agree	28	7.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	9.68814433
Min length	5

Long delivery time
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	185
Disagree	108
Neutral	46
Strongly agree	42
Strongly disagree	7

Frequencies
Length

Value	Count	Frequency (%)
Agree	185	47.7%
Disagree	108	27.8%
Neutral	46	11.9%
Strongly agree	42	10.8%
Strongly disagree	7	1.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.262886598
Min length	5

Delay of delivery person getting assigned
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	142
Neutral	104
Disagree	68
Strongly agree	56
Strongly disagree	18

Frequencies
Length

Value	Count	Frequency (%)
Agree	142	36.6%
Neutral	104	26.8%
Disagree	68	17.5%
Strongly agree	56	14.4%
Strongly disagree	18	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.917525773
Min length	5

Delay of delivery person picking up food
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	189
Neutral	78
Disagree	61
Strongly agree	44
Strongly disagree	16

Frequencies
Length

Value	Count	Frequency (%)
Agree	189	48.7%
Neutral	78	20.1%
Disagree	61	15.7%
Strongly agree	44	11.3%
Strongly disagree	16	4.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.389175258
Min length	5

Wrong order delivered
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	129
Agree	91
Neutral	65
Strongly agree	53
Strongly disagree	50

Frequencies
Length

Value	Count	Frequency (%)
Disagree	129	33.2%
Agree	91	23.5%
Neutral	65	16.8%
Strongly agree	53	13.7%
Strongly disagree	50	12.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	9.108247423
Min length	5

Missing item
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	138
Agree	74
Strongly agree	66
Neutral	62
Strongly disagree	48

Frequencies
Length

Value	Count	Frequency (%)
Disagree	138	35.6%
Agree	74	19.1%
Strongly agree	66	17.0%
Neutral	62	16.0%
Strongly disagree	48	12.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	9.402061856
Min length	5

Order placed by mistake
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Disagree	126
Strongly disagree	87
Agree	69
Neutral	65
Strongly agree	41

Frequencies
Length

Value	Count	Frequency (%)
Disagree	126	32.5%
Strongly disagree	87	22.4%
Agree	69	17.8%
Neutral	65	16.8%
Strongly agree	41	10.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	8
Mean length	9.951030928
Min length	5

Influence of time
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Yes	301
No	48
Maybe	39

Frequencies
Length

Value	Count	Frequency (%)
Yes	301	77.6%
No	48	12.4%
Maybe	39	10.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.077319588
Min length	2

Order Time
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Anytime (Mon-Sun)	269
Weekend (Sat & Sun)	102
Weekdays (Mon-Fri)	17

Frequencies
Length

Value	Count	Frequency (%)
Anytime (Mon-Sun)	269	69.3%
Weekend (Sat & Sun)	102	26.3%
Weekdays (Mon-Fri)	17	4.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	17
Mean length	17.56958763
Min length	17

Maximum wait time
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

45 minutes	154
30 minutes	139
15 minutes	40
60 minutes	34
More than 60 minutes	21

Frequencies
Length

Value	Count	Frequency (%)
45 minutes	154	39.7%
30 minutes	139	35.8%
15 minutes	40	10.3%
60 minutes	34	8.8%
More than 60 minutes	21	5.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	10
Mean length	10.54123711
Min length	10

Residence in busy location
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	266
Neutral	50
Disagree	35
Strongly Agree	28
Strongly disagree	9

Frequencies
Length

Value	Count	Frequency (%)
Agree	266	68.6%
Neutral	50	12.9%
Disagree	35	9.0%
Strongly Agree	28	7.2%
Strongly disagree	9	2.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	5
Mean length	6.456185567
Min length	5

Google Maps Accuracy
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	137
Strongly Agree	119
Neutral	91
Disagree	33
Strongly disagree	8

Frequencies
Length

Value	Count	Frequency (%)
Agree	137	35.3%
Strongly Agree	119	30.7%
Neutral	91	23.5%
Disagree	33	8.5%
Strongly disagree	8	2.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.731958763
Min length	5

Good Road Condition
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	177
Strongly Agree	87
Neutral	76
Disagree	41
Strongly disagree	7

Frequencies
Length

Value	Count	Frequency (%)
Agree	177	45.6%
Strongly Agree	87	22.4%
Neutral	76	19.6%
Disagree	41	10.6%
Strongly disagree	7	1.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.943298969
Min length	5

Low quantity low time
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	169
Neutral	97
Disagree	61
Strongly Agree	34
Strongly disagree	27

Frequencies
Length

Value	Count	Frequency (%)
Agree	169	43.6%
Neutral	97	25.0%
Disagree	61	15.7%
Strongly Agree	34	8.8%
Strongly disagree	27	7.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	7.595360825
Min length	5

Delivery person ability
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Agree	163
Strongly Agree	87
Neutral	80
Disagree	52
Strongly disagree	6

Frequencies
Length

Value	Count	Frequency (%)
Agree	163	42.0%
Strongly Agree	87	22.4%
Neutral	80	20.6%
Disagree	52	13.4%
Strongly disagree	6	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	7
Mean length	8.018041237
Min length	5

Influence of rating
Categorical

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Yes	286
No	53
Maybe	49

Frequencies
Length

Value	Count	Frequency (%)
Yes	286	73.7%
No	53	13.7%
Maybe	49	12.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.115979381
Min length	2

Less Delivery time
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Important	248
Very Important	56
Moderately Important	45
Slightly Important	34
Unimportant	5

Frequencies
Length

Value	Count	Frequency (%)
Important	248	63.9%
Very Important	56	14.4%
Moderately Important	45	11.6%
Slightly Important	34	8.8%
Unimportant	5	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	9
Mean length	11.81185567
Min length	9

High Quality of package
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Important	152
Very Important	126
Moderately Important	77
Slightly Important	27
Unimportant	6

Frequencies
Length

Value	Count	Frequency (%)
Important	152	39.2%
Very Important	126	32.5%
Moderately Important	77	19.8%
Slightly Important	27	7.0%
Unimportant	6	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	13.46391753
Min length	9

Number of calls
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Important	133
Very Important	94
Moderately Important	88
Slightly Important	54
Unimportant	19

Frequencies
Length

Value	Count	Frequency (%)
Important	133	34.3%
Very Important	94	24.2%
Moderately Important	88	22.7%
Slightly Important	54	13.9%
Unimportant	19	4.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	14.05670103
Min length	9

Politeness
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Important	155
Very Important	119
Moderately Important	63
Slightly Important	45
Unimportant	6

Frequencies
Length

Value	Count	Frequency (%)
Important	155	39.9%
Very Important	119	30.7%
Moderately Important	63	16.2%
Slightly Important	45	11.6%
Unimportant	6	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	13.3943299
Min length	9

Freshness
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Very Important	137
Important	128
Slightly Important	60
Moderately Important	58
Unimportant	5

Frequencies
Length

Value	Count	Frequency (%)
Very Important	137	35.3%
Important	128	33.0%
Slightly Important	60	15.5%
Moderately Important	58	14.9%
Unimportant	5	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	13.82731959
Min length	9

Temperature
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Important	148
Very Important	126
Moderately Important	88
Slightly Important	24
Unimportant	2

Frequencies
Length

Value	Count	Frequency (%)
Important	148	38.1%
Very Important	126	32.5%
Moderately Important	88	22.7%
Slightly Important	24	6.2%
Unimportant	2	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	13.68556701
Min length	9

Good Taste
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Very Important	178
Important	154
Moderately Important	39
Slightly Important	11
Unimportant	6

Frequencies
Length

Value	Count	Frequency (%)
Very Important	178	45.9%
Important	154	39.7%
Moderately Important	39	10.1%
Slightly Important	11	2.8%
Unimportant	6	1.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	12.68556701
Min length	9

Good Quantity
Categorical

Distinct	5
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Very Important	174
Important	153
Moderately Important	33
Slightly Important	25
Unimportant	3

Frequencies
Length

Value	Count	Frequency (%)
Very Important	174	44.8%
Important	153	39.4%
Moderately Important	33	8.5%
Slightly Important	25	6.4%
Unimportant	3	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	20
Median length	14
Mean length	12.77319588
Min length	9

Output
Boolean

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Yes	301
No	87

Common Values
Chart

Value	Count	Frequency (%)
Yes	301	77.6%
No	87	22.4%

Age
Family size

Age
Family size

Age
Family size

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	Age	Gender	Marital Status	Occupation	Monthly Income	Educational Qualifications	Family size	Medium (P1)	Medium (P2)	Meal(P1)	Meal(P2)	Perference(P1)	Perference(P2)	Ease and convenient	Time saving	More restaurant choices	Easy Payment option	More Offers and Discount	Good Food quality	Good Tracking system	Self Cooking	Health Concern	Late Delivery	Poor Hygiene	Bad past experience	Unavailability	Unaffordable	Long delivery time	Delay of delivery person getting assigned	Delay of delivery person picking up food	Wrong order delivered	Missing item	Order placed by mistake	Influence of time	Order Time	Maximum wait time	Residence in busy location	Google Maps Accuracy	Good Road Condition	Low quantity low time	Delivery person ability	Influence of rating	Less Delivery time	High Quality of package	Number of calls	Politeness	Freshness	Temperature	Good Taste	Good Quantity	Output
0	20	Female	Single	Student	No Income	Post Graduate	4	Food delivery apps	Web browser	Breakfast	Lunch	Non Veg foods (Lunch / Dinner)	Bakery items (snacks)	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Agree	Agree	Agree	Agree	Yes	Weekend (Sat & Sun)	30 minutes	Agree	Neutral	Neutral	Neutral	Neutral	Yes	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Yes
1	24	Female	Single	Student	Below Rs.10000	Graduate	3	Food delivery apps	Web browser	Snacks	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Neutral	Agree	Strongly agree	Strongly agree	Agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Yes	Anytime (Mon-Sun)	30 minutes	Strongly Agree	Neutral	Disagree	Strongly disagree	Agree	Yes	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Yes
2	22	Male	Single	Student	Below Rs.10000	Post Graduate	3	Food delivery apps	Direct call	Lunch	Snacks	Non Veg foods (Lunch / Dinner)	Ice cream / Cool drinks	Strongly agree	Strongly agree	Strongly agree	Neutral	Neutral	Disagree	Neutral	Disagree	Neutral	Neutral	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Strongly agree	Agree	Neutral	Yes	Anytime (Mon-Sun)	45 minutes	Agree	Strongly Agree	Neutral	Neutral	Agree	Yes	Important	Very Important	Moderately Important	Very Important	Very Important	Important	Very Important	Moderately Important	Yes
3	22	Female	Single	Student	No Income	Graduate	6	Food delivery apps	Walk-in	Snacks	Dinner	Veg foods (Breakfast / Lunch / Dinner)	Bakery items (snacks)	Agree	Agree	Strongly agree	Agree	Strongly agree	Agree	Agree	Agree	Strongly agree	Neutral	Agree	Disagree	Disagree	Neutral	Agree	Agree	Agree	Disagree	Disagree	Neutral	Yes	Anytime (Mon-Sun)	30 minutes	Disagree	Agree	Agree	Neutral	Agree	Yes	Very Important	Important	Moderately Important	Very Important	Very Important	Very Important	Very Important	Important	Yes
4	22	Male	Single	Student	Below Rs.10000	Post Graduate	4	Walk-in	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Agree	Agree	Neutral	Neutral	Agree	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Disagree	Strongly agree	Strongly agree	Neutral	Neutral	Neutral	Disagree	Yes	Weekend (Sat & Sun)	30 minutes	Agree	Agree	Agree	Agree	Agree	Yes	Important	Important	Moderately Important	Important	Important	Important	Very Important	Very Important	Yes
5	27	Female	Married	Employee	More than 50000	Post Graduate	2	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Neutral	Agree	Agree	Neutral	Agree	Disagree	Neutral	Agree	Agree	Agree	Agree	Agree	Strongly agree	Strongly agree	Strongly agree	Agree	Strongly agree	Strongly agree	Yes	Anytime (Mon-Sun)	45 minutes	Neutral	Agree	Neutral	Neutral	Neutral	Yes	Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Yes
6	22	Male	Single	Student	No Income	Graduate	3	Food delivery apps	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Neutral	Agree	Disagree	Agree	Disagree	Agree	Disagree	Strongly agree	Strongly disagree	Neutral	Disagree	Disagree	Strongly agree	Strongly agree	Strongly agree	No	Anytime (Mon-Sun)	45 minutes	Agree	Strongly Agree	Disagree	Agree	Strongly Agree	Yes	Very Important	Very Important	Unimportant	Important	Very Important	Very Important	Very Important	Very Important	Yes
7	24	Female	Single	Student	No Income	Post Graduate	3	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Ice cream / Cool drinks	Strongly agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Agree	Neutral	Agree	Agree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Agree	Agree	Neutral	Disagree	Maybe	Moderately Important	Important	Moderately Important	Slightly Important	Important	Moderately Important	Very Important	Very Important	Yes
8	23	Female	Single	Student	No Income	Post Graduate	2	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Strongly agree	Agree	Agree	Neutral	Agree	Agree	Agree	Neutral	Agree	Neutral	Neutral	Disagree	Agree	Agree	Agree	Agree	Agree	Strongly agree	Yes	Anytime (Mon-Sun)	30 minutes	Disagree	Disagree	Neutral	Agree	Agree	Maybe	Important	Important	Important	Important	Important	Important	Important	Important	Yes
9	23	Female	Single	Student	No Income	Post Graduate	4	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Neutral	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Agree	Neutral	Agree	Agree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Agree	Agree	Disagree	Disagree	Yes	Moderately Important	Very Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Very Important	Very Important	Yes

Last rows

	Age	Gender	Marital Status	Occupation	Monthly Income	Educational Qualifications	Family size	Medium (P1)	Medium (P2)	Meal(P1)	Meal(P2)	Perference(P1)	Perference(P2)	Ease and convenient	Time saving	More restaurant choices	Easy Payment option	More Offers and Discount	Good Food quality	Good Tracking system	Self Cooking	Health Concern	Late Delivery	Poor Hygiene	Bad past experience	Unavailability	Unaffordable	Long delivery time	Delay of delivery person getting assigned	Delay of delivery person picking up food	Wrong order delivered	Missing item	Order placed by mistake	Influence of time	Order Time	Maximum wait time	Residence in busy location	Google Maps Accuracy	Good Road Condition	Low quantity low time	Delivery person ability	Influence of rating	Less Delivery time	High Quality of package	Number of calls	Politeness	Freshness	Temperature	Good Taste	Good Quantity	Output
378	23	Female	Single	Employee	25001 to 50000	Post Graduate	2	Food delivery apps	Walk-in	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Neutral	Agree	Agree	Strongly agree	Agree	Strongly agree	Disagree	Disagree	Strongly disagree	Disagree	Strongly disagree	Strongly disagree	Disagree	Agree	Agree	Neutral	Agree	Agree	Strongly agree	Yes	Anytime (Mon-Sun)	30 minutes	Agree	Strongly Agree	Strongly Agree	Agree	Agree	Yes	Important	Moderately Important	Important	Important	Important	Important	Very Important	Very Important	Yes
379	22	Male	Single	Student	Below Rs.10000	Post Graduate	4	Walk-in	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Agree	Agree	Neutral	Neutral	Agree	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Disagree	Strongly agree	Strongly agree	Neutral	Neutral	Neutral	Disagree	Yes	Weekend (Sat & Sun)	30 minutes	Agree	Agree	Agree	Agree	Agree	Yes	Important	Important	Moderately Important	Important	Important	Important	Very Important	Very Important	Yes
380	27	Female	Married	Employee	More than 50000	Post Graduate	2	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Neutral	Agree	Agree	Neutral	Agree	Disagree	Neutral	Agree	Agree	Agree	Agree	Agree	Strongly agree	Strongly agree	Strongly agree	Agree	Strongly agree	Strongly agree	Yes	Anytime (Mon-Sun)	45 minutes	Neutral	Agree	Neutral	Neutral	Neutral	Yes	Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Yes
381	22	Male	Single	Student	No Income	Graduate	3	Food delivery apps	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Neutral	Agree	Disagree	Agree	Disagree	Agree	Disagree	Strongly agree	Strongly disagree	Neutral	Disagree	Disagree	Strongly agree	Strongly agree	Strongly agree	No	Anytime (Mon-Sun)	45 minutes	Agree	Strongly Agree	Disagree	Agree	Strongly Agree	Yes	Very Important	Very Important	Unimportant	Important	Very Important	Very Important	Very Important	Very Important	Yes
382	24	Female	Single	Student	No Income	Post Graduate	3	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Ice cream / Cool drinks	Strongly agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Agree	Neutral	Agree	Agree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Agree	Agree	Neutral	Disagree	Maybe	Moderately Important	Important	Moderately Important	Slightly Important	Important	Moderately Important	Very Important	Very Important	Yes
383	23	Female	Single	Student	No Income	Post Graduate	2	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Strongly agree	Agree	Agree	Neutral	Agree	Agree	Agree	Neutral	Agree	Neutral	Neutral	Disagree	Agree	Agree	Agree	Agree	Agree	Strongly agree	Yes	Anytime (Mon-Sun)	30 minutes	Disagree	Disagree	Neutral	Agree	Agree	Maybe	Important	Important	Important	Important	Important	Important	Important	Important	Yes
384	23	Female	Single	Student	No Income	Post Graduate	4	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Neutral	Neutral	Neutral	Neutral	Neutral	Agree	Agree	Agree	Neutral	Agree	Agree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Agree	Agree	Disagree	Disagree	Yes	Moderately Important	Very Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Very Important	Very Important	Yes
385	22	Female	Single	Student	No Income	Post Graduate	5	Food delivery apps	Direct call	Snacks	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Agree	Agree	Neutral	Agree	Agree	Strongly agree	Agree	Strongly agree	Agree	Agree	Agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Yes	Anytime (Mon-Sun)	45 minutes	Agree	Agree	Strongly Agree	Neutral	Agree	Yes	Important	Very Important	Important	Important	Very Important	Very Important	Very Important	Very Important	Yes
386	23	Male	Single	Student	Below Rs.10000	Post Graduate	2	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Agree	Agree	Strongly agree	Agree	Strongly agree	Disagree	Agree	Strongly agree	Strongly agree	Neutral	Strongly agree	Strongly agree	Agree	Strongly agree	Strongly agree	Disagree	Maybe	Weekend (Sat & Sun)	45 minutes	Strongly Agree	Disagree	Agree	Disagree	Strongly Agree	Yes	Important	Very Important	Important	Very Important	Very Important	Important	Very Important	Very Important	Yes
387	23	Male	Single	Student	No Income	Post Graduate	5	Walk-in	Direct call	Snacks	Dinner	Non Veg foods (Lunch / Dinner)	Bakery items (snacks)	Agree	Neutral	Agree	Agree	Agree	Disagree	Agree	Neutral	Agree	Neutral	Agree	Disagree	Disagree	Neutral	Agree	Neutral	Neutral	Disagree	Strongly disagree	Strongly disagree	Yes	Weekend (Sat & Sun)	30 minutes	Agree	Agree	Neutral	Disagree	Agree	Maybe	Slightly Important	Unimportant	Slightly Important	Moderately Important	Moderately Important	Moderately Important	Moderately Important	Slightly Important	Yes

Most frequent

	Age	Gender	Marital Status	Occupation	Monthly Income	Educational Qualifications	Family size	Medium (P1)	Medium (P2)	Meal(P1)	Meal(P2)	Perference(P1)	Perference(P2)	Ease and convenient	Time saving	More restaurant choices	Easy Payment option	More Offers and Discount	Good Food quality	Good Tracking system	Self Cooking	Health Concern	Late Delivery	Poor Hygiene	Bad past experience	Unavailability	Unaffordable	Long delivery time	Delay of delivery person getting assigned	Delay of delivery person picking up food	Wrong order delivered	Missing item	Order placed by mistake	Influence of time	Order Time	Maximum wait time	Residence in busy location	Google Maps Accuracy	Good Road Condition	Low quantity low time	Delivery person ability	Influence of rating	Less Delivery time	High Quality of package	Number of calls	Politeness	Freshness	Temperature	Good Taste	Good Quantity	Output	count
22	23	Female	Single	Student	No Income	Post Graduate	4	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Strongly agree	Neutral	Neutral	Strongly agree	Strongly agree	Neutral	Disagree	Neutral	Strongly agree	Agree	Neutral	Disagree	Agree	Agree	Agree	Strongly agree	Agree	Neutral	Yes	Weekend (Sat & Sun)	45 minutes	Neutral	Neutral	Neutral	Neutral	Neutral	Yes	Important	Important	Moderately Important	Moderately Important	Very Important	Very Important	Very Important	Very Important	Yes	6
18	23	Female	Single	Student	No Income	Graduate	5	Food delivery apps	Direct call	Lunch	Snacks	Veg foods (Breakfast / Lunch / Dinner)	Ice cream / Cool drinks	Strongly agree	Agree	Agree	Neutral	Agree	Neutral	Neutral	Agree	Neutral	Agree	Agree	Neutral	Agree	Disagree	Neutral	Neutral	Neutral	Neutral	Neutral	Neutral	Yes	Weekdays (Mon-Fri)	45 minutes	Neutral	Neutral	Neutral	Neutral	Neutral	Yes	Slightly Important	Moderately Important	Slightly Important	Slightly Important	Important	Important	Important	Important	Yes	4
0	20	Male	Single	Student	No Income	Graduate	2	Food delivery apps	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Strongly agree	Agree	Agree	Strongly agree	Agree	Strongly agree	Disagree	Disagree	Agree	Disagree	Disagree	Strongly disagree	Strongly disagree	Agree	Strongly agree	Agree	Strongly disagree	Strongly disagree	Strongly disagree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Strongly Agree	Agree	Agree	Disagree	Yes	Important	Moderately Important	Moderately Important	Important	Important	Very Important	Very Important	Important	Yes	3
2	21	Male	Single	Student	No Income	Graduate	2	Food delivery apps	Direct call	Dinner	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Disagree	Disagree	Neutral	Disagree	Neutral	Disagree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Agree	Disagree	Neutral	Agree	Disagree	Disagree	Disagree	Yes	Anytime (Mon-Sun)	30 minutes	Agree	Strongly Agree	Agree	Agree	Strongly Agree	Yes	Moderately Important	Important	Important	Important	Important	Very Important	Very Important	Very Important	No	3
5	21	Male	Single	Student	No Income	Graduate	5	Food delivery apps	Web browser	Lunch	Snacks	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Strongly agree	Agree	Agree	Strongly agree	Agree	Neutral	Agree	Neutral	Agree	Agree	Disagree	Disagree	Disagree	Disagree	Neutral	Disagree	Agree	Agree	Strongly agree	Yes	Weekend (Sat & Sun)	45 minutes	Agree	Neutral	Agree	Strongly Agree	Strongly Agree	Yes	Important	Important	Very Important	Important	Slightly Important	Moderately Important	Important	Important	Yes	3
6	22	Female	Single	Employee	25001 to 50000	Graduate	4	Food delivery apps	Walk-in	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Agree	Neutral	Neutral	Agree	Neutral	Agree	Agree	Strongly agree	Neutral	Strongly agree	Agree	Agree	Disagree	Disagree	Disagree	Disagree	Agree	Agree	Agree	Yes	Anytime (Mon-Sun)	45 minutes	Strongly Agree	Strongly Agree	Strongly Agree	Agree	Agree	Yes	Important	Very Important	Very Important	Very Important	Very Important	Important	Very Important	Important	Yes	3
8	22	Female	Single	Student	No Income	Graduate	2	Food delivery apps	Direct call	Breakfast	Snacks	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Disagree	Disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	Strongly disagree	No	Anytime (Mon-Sun)	More than 60 minutes	Agree	Agree	Strongly Agree	Agree	Disagree	Maybe	Important	Important	Very Important	Very Important	Very Important	Very Important	Very Important	Very Important	Yes	3
10	22	Female	Single	Student	No Income	Post Graduate	5	Food delivery apps	Direct call	Snacks	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Agree	Agree	Neutral	Agree	Agree	Strongly agree	Agree	Strongly agree	Agree	Agree	Agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Strongly agree	Yes	Anytime (Mon-Sun)	45 minutes	Agree	Agree	Strongly Agree	Neutral	Agree	Yes	Important	Very Important	Important	Important	Very Important	Very Important	Very Important	Very Important	Yes	3
12	22	Male	Single	Student	Below Rs.10000	Post Graduate	4	Walk-in	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Agree	Agree	Agree	Agree	Agree	Neutral	Neutral	Agree	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Disagree	Strongly agree	Strongly agree	Neutral	Neutral	Neutral	Disagree	Yes	Weekend (Sat & Sun)	30 minutes	Agree	Agree	Agree	Agree	Agree	Yes	Important	Important	Moderately Important	Important	Important	Important	Very Important	Very Important	Yes	3
13	22	Male	Single	Student	No Income	Graduate	3	Food delivery apps	Direct call	Lunch	Dinner	Non Veg foods (Lunch / Dinner)	Veg foods (Breakfast / Lunch / Dinner)	Strongly agree	Strongly agree	Agree	Strongly agree	Agree	Neutral	Agree	Disagree	Agree	Disagree	Agree	Disagree	Strongly agree	Strongly disagree	Neutral	Disagree	Disagree	Strongly agree	Strongly agree	Strongly agree	No	Anytime (Mon-Sun)	45 minutes	Agree	Strongly Agree	Disagree	Agree	Strongly Agree	Yes	Very Important	Very Important	Unimportant	Important	Very Important	Very Important	Very Important	Very Important	Yes	3

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent